[PDF] Top 20 Typological Features for Multilingual Delexicalised Dependency Parsing
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Typological Features for Multilingual Delexicalised Dependency Parsing
... high-level typological language descriptions coming from the WALS can guide a multilingual parser to learn cross-language ...and parsing model analyses hint that, although it is difficult to draw ... See full document
12
Zero shot Dependency Parsing with Pre trained Multilingual Sentence Representations
... that belong to a different family than all training languages, no correlation appears. A similar ob- servation is also reported by Pires et al. (2019): namely, they find that the performance of cross- lingual named ... See full document
8
Multilingual Dependency based Syntactic and Semantic Parsing
... above, features used in our model can be decomposed into four parts: unigram features, bi- gram features, sibling features, and grandchildren ...label-related features, except sibling ... See full document
6
A Two Stage Parser for Multilingual Dependency Parsing
... Chinese parsing, coordination and preposition phrase attachment were hard prob- ...special features for coordinations for ...special features for these ... See full document
5
Multilingual Dependency Learning: A Huge Feature Engineering Method to Semantic Dependency Parsing
... morphological features), syntactic de- pendency label (dprel), semantic dependency label (semdprel) and characters (char) in the word form (only suitable for Chinese and Japanese) 1 ... See full document
6
CoNLL X Shared Task on Multilingual Dependency Parsing
... morphological features, so it is not clear how that in- formation should be represented if all IGs of a word are ...connected dependency structure, we defined the HEAD of each non-word-final IG to be the ... See full document
16
A System for Multilingual Dependency Parsing based on Bidirectional LSTM Feature Representations
... our multilingual approach, rele- vant results can only be obtained if one takes into account language similarities and typological in- ...a multilingual approach than using a monolingual approach for ... See full document
8
Fast and Robust Multilingual Dependency Parsing with a Generative Latent Variable Model
... We evaluated the ISBN parser on all the languages considered in the shared task (Hajiˇc et al., 2004; Aduriz et al., 2003; Mart´ ı et al., 2007; Chen et al., 2003; B ¨ohmov´ a et al., 2003; Marcus et al., 1993; Johansson ... See full document
5
Multilingual Dependency Parsing using Bayes Point Machines
... The contributions of this paper are two-fold: First, we present a training algorithm called Bayes Point Machines (Herbrich et al., 2001; Harrington et al., 2003), which is as easy to implement as the per- ceptron, yet ... See full document
8
Multilingual Dependency Parsing and Domain Adaptation using DeSR
... We performed a series of feature selection ex- periments on each language, starting from a fairly comprehensive set of 43 features and trying all variants obtained by dropping a single feature. The best of these ... See full document
7
Getting More from Morphology in Multilingual Dependency Parsing
... and gen=F (rather than gen=X) would ensure that agreement with a noun of either gender would be captured by our features. Furthermore, we may ex- periment with filtering morphological information based on ... See full document
12
Joint Learning of POS and Dependencies for Multilingual Universal Dependency Parsing
... Dependency parsing that aims to predict the existence and type of linguistic dependency rela- tions between words, is a fundamental part in nat- ural language processing (NLP) tasks (Li et ... See full document
9
Multilingual Dependency Parsing Using Global Features
... CLE indicate that the Eisner algorithm and the CLE algorithm are used in decoding, and local and +global indicate that local features alone, and local and global features together are used. The CLE al- ... See full document
5
Universal Dependency Annotation for Multilingual Parsing
... We have released data sets for six languages with consistent dependency annotation. After the ini- tial release, we will continue to annotate data in more languages as well as investigate further au- tomatic ... See full document
6
Selective Sharing for Multilingual Dependency Parsing
... In this paper, we present a new multilingual al- gorithm for dependency parsing. In contrast to pre- vious approaches, this algorithm can learn depen- dency structures using annotations from a ... See full document
9
Lithuanian Dependency Parsing with Rich Morphological Features
... that typological differences between languages lead to new challenges, both in parsing technology and treebank ...lower parsing accu- racy, especially compared to English (Buchholz and Marsi, 2006; ... See full document
10
Investigating Multilingual Dependency Parsing
... In this paper, we describe a system for the CoNLL-X shared task of multilin- gual dependency parsing. It uses a base- line Nivre’s parser (Nivre, 2003) that first identifies the parse actions and then la- ... See full document
5
Linguistic features in data driven dependency parsing
... data-driven dependency parsing. MaltParser is based on a deterministic parsing strategy, first proposed by Nivre (2003), in combination with treebank- induced classifiers for predicting the next ... See full document
8
Improving Semantic Dependency Parsing with Syntactic Features
... The errors avoided by the syntax-informed model (columns 1 and 2) have similar syntactic- head distributions as the general distribution in Fig- ure 3 when looking at gold syntax. The distribution for predicted syntax ... See full document
10
The CoNLL 2007 Shared Task on Dependency Parsing
... for multilingual dependency parsing, but we add a new dimension by also intro- ducing the problem of domain ...a multilingual track using essentially the same setup as last year, but with ... See full document
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